AI-Based Website Search and Summarization
Powered by Knowledge Miner on Google Cloud
1. Overview
Valiance offers a multilingual, multimodal search and summarization assistant powered by GenAI. It integrates AI-enabled Retrieval- Augmented Generation (RAG) pipelines to deliver contextual responses and intelligent summaries from diverse government or enterprise websites, PDFs, and JSON datasets. This solution is deployable as a chatbot interface or an embedded module within existing websites or applications.
2. Key Features
- AI-Powered Website Search
- Multilingual & Multimodal Support
- Voice Commands and Text-Based Interactions
- Contextual and Summarized Responses
- Smart Document Ingestion & Chunking
- Dynamic Vector Search Integration
- Chat Memory for Enhanced Context
- Scalable & Secure Deployment
- User-Friendly Interface
- Real-Time Updates and Maintenance
- Agentic AI Extensions (Optional)
3. Architecture
3.1 Retrieval-Augmented Generation (RAG) Pipeline
- Input Sources: Cloud Storage (PDFs/JSON) + Firestore (Chat History)
- Gemini-1.5-Pro: Chunking, Markdown Generation, Summarization, and Re-ranking
- Embedding Models: text-embedding-005
- Vector Store: BigQuery
- Tokenization: Tiktoken (cl100k_base)
3.2 Web Application Stack
- Frontend: ReactJS Interface via Cloud Storage
- Backend: Flask on Cloud Run
- Translation & Voice: Bhashini APIs for Speech-to-Text, Text Translation, and Text-to-Speech
- Security: Cloud Armor, VPC, Secret Manager, Key Management, CDN
4. Deployment Modes
- Plug-and-Play Chatbot Widget
- Standalone Multilingual Web Search Portal
- API Access for Third-Party Integrations
5. Benefits
- Faster Access to Public Information
- Reduced User Dependency on Manual Navigation
- Enhanced Accessibility via Regional Languages
- Better Engagement via Voice and Text
6. OEM Product Deliverables
| Deliverable | Description |
| RAG Engine Setup | Configured with BigQuery, Vertex AI, Tiktoken |
| Web UI Module | Google-like Search UI (Speech/Text Input) |
| Integration APIs | RESTful APIs for Embedding, Vector Search, Summaries |
| Admin Dashboard (Optional) | Monitor Logs, Usage, Performance |
| Documentation | User Manual, Deployment and API Integration Guides |
| Training | Sessions for Integration Teams and User Onboarding |
